{"meta":{"query_hash":"8f73fcaa4450","filters":{"venue":"Journal of Business and Socio-economic Development"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8f73fcaa4450","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Business+and+Socio-economic+Development"},"results":[{"id":"W3210325849","doi":"10.1108/jbsed-06-2021-0084","title":"The asymmetric and threshold impact of external debt on economic growth: new evidence from Egypt","year":2021,"lang":"en","type":"article","venue":"Journal of Business and Socio-economic Development","topic":"Fiscal Policies and Political Economy","field":"Economics, Econometrics and Finance","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Economics; Debt; Distributed lag; External debt; Econometrics; Monetary economics; Boom; Debt overhang; Cointegration; Debt-to-GDP ratio; Autoregressive model; Macroeconomics","score_opus":0.034408622899275286,"score_gpt":0.252077411506529,"score_spread":0.21766878860725372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210325849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9817759,0.011759602,0.00041857705,0.0032464855,0.0006777066,0.000073581774,0.00005230958,0.0000034128295,0.0019924287],"genre_scores_gemma":[0.9903667,0.0076267067,0.00088167074,0.0002586706,0.00042607443,0.0000023134799,0.0000025701293,0.000020971478,0.0004143111],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99804366,0.000018421555,0.0012960177,0.00027744522,0.000042882242,0.0003215894],"domain_scores_gemma":[0.99807596,0.0005364234,0.00086940825,0.00019165956,0.00007577536,0.00025076224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005829055,0.0002170258,0.0007272109,0.00017462841,0.00018028714,0.00022497376,0.00025453907,0.00011262279,0.00020860868],"category_scores_gemma":[0.00015890913,0.00017894007,0.00018400392,0.00008309604,0.00014167055,0.00036587846,0.00013111257,0.00020450444,0.000058616966],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035198467,0.00017623958,0.7112149,0.00010504976,0.0011676421,0.00003522357,0.0024106335,0.0014804519,0.000054936612,0.22652934,0.012838915,0.043634675],"study_design_scores_gemma":[0.0010464018,0.00011536923,0.929915,0.00017596375,0.000021708005,0.00004682287,0.00014626222,0.00038542436,0.00024473816,0.06255007,0.0050360383,0.00031621006],"about_ca_topic_score_codex":0.0017673486,"about_ca_topic_score_gemma":0.000054077198,"teacher_disagreement_score":0.2187001,"about_ca_system_score_codex":0.0005294085,"about_ca_system_score_gemma":0.00063587906,"threshold_uncertainty_score":0.7296964},"labels":[],"label_agreement":null},{"id":"W4385785820","doi":"10.1108/jbsed-03-2023-0023","title":"Does external debt drive inflation in Sudan: evidence from symmetric and asymmetric ARDL approaches","year":2023,"lang":"en","type":"article","venue":"Journal of Business and Socio-economic Development","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Economics; Inflation (cosmology); External debt; Distributed lag; Econometrics; Debt; Cointegration; Short run; Monetary economics; Macroeconomics","score_opus":0.09011085496063637,"score_gpt":0.2329545112310624,"score_spread":0.14284365627042603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385785820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9931535,0.003677534,0.00080780557,0.0012469873,0.00067360746,0.00013170912,0.00002706009,0.000010272944,0.0002714827],"genre_scores_gemma":[0.9905461,0.0068546813,0.0020222915,0.00008660081,0.00026818417,0.000007900346,0.000008599056,0.000020188298,0.00018542937],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979381,0.000027344548,0.001309377,0.00035024685,0.000048154587,0.00032677135],"domain_scores_gemma":[0.99849164,0.00031972103,0.0008887547,0.00013346346,0.000022052,0.00014433789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014877713,0.00021747357,0.00068476517,0.0013291272,0.00012505028,0.00017683482,0.00019081609,0.0001389371,0.000067948415],"category_scores_gemma":[0.0001972157,0.00018533385,0.00007254627,0.00039766892,0.00007065613,0.00094531523,0.000109606946,0.00019772195,0.00010480839],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006173677,0.000043596567,0.9470424,0.000054947202,0.00014262779,0.000017945147,0.0036799097,0.0031185178,0.0000067413744,0.0015573915,0.00016881895,0.04410535],"study_design_scores_gemma":[0.0009594473,0.000024269086,0.97760475,0.00013058301,0.000009796274,0.000013336712,0.0003688788,0.008343032,0.000029796882,0.010961244,0.0012817379,0.00027310132],"about_ca_topic_score_codex":0.00086269435,"about_ca_topic_score_gemma":0.00008014959,"teacher_disagreement_score":0.04383225,"about_ca_system_score_codex":0.0003897639,"about_ca_system_score_gemma":0.00010083346,"threshold_uncertainty_score":0.7557695},"labels":[],"label_agreement":null},{"id":"W4387670275","doi":"10.1108/jbsed-09-2022-0105","title":"Organizational theory – a three-dimensional tool to analyze and enhance collaboration in healthcare systems","year":2023,"lang":"en","type":"article","venue":"Journal of Business and Socio-economic Development","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Health care; Knowledge management; Systems theory; Management science; Computer science; Engineering; Political science","score_opus":0.01713006772129673,"score_gpt":0.3568748311394021,"score_spread":0.3397447634181054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387670275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9773803,0.00024029257,0.0004892685,0.019557906,0.001894215,0.00036460895,0.000012686274,0.000011482517,0.00004928596],"genre_scores_gemma":[0.99616313,0.00008820839,0.0010489629,0.0011350458,0.0002604282,0.000052810454,0.000036251455,0.000015369878,0.0011998086],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984622,0.00018129304,0.00083502603,0.0001624081,0.0001702882,0.00018878125],"domain_scores_gemma":[0.9983803,0.00022948938,0.000396633,0.00006172546,0.0008284639,0.00010341303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015128612,0.000111385954,0.00027320697,0.0003306346,0.00042090713,0.000036869078,0.00006642047,0.0001153578,0.0000937801],"category_scores_gemma":[0.00016942463,0.00009670491,0.000011435621,0.00052222656,0.0000231881,0.00021691689,0.000064402375,0.00018693658,0.000072318835],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014941467,0.0002123121,0.77489424,0.0010261368,0.00024078405,0.00003725009,0.05195303,0.005486932,0.00091452955,0.113749504,0.032577176,0.017413946],"study_design_scores_gemma":[0.00085898174,0.000035900503,0.9759639,0.00072482164,0.0000092702485,0.000010513652,0.010123032,0.0008262744,0.000016227787,0.004214382,0.0069945455,0.00022218493],"about_ca_topic_score_codex":0.00007355821,"about_ca_topic_score_gemma":0.0004900861,"teacher_disagreement_score":0.20106962,"about_ca_system_score_codex":0.0005549337,"about_ca_system_score_gemma":0.00430836,"threshold_uncertainty_score":0.76428455},"labels":[],"label_agreement":null},{"id":"W4389506441","doi":"10.1108/jbsed-05-2023-0035","title":"How do takeovers in the United Kingdom split value gains between domestic deals' parties?","year":2023,"lang":"en","type":"article","venue":"Journal of Business and Socio-economic Development","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Shareholder; Event study; Pound (networking); Value (mathematics); Originality; Mergers and acquisitions; Economics; Business; Shareholder value; Accounting; Financial economics; Monetary economics; Corporate governance; Finance; Law; Statistics","score_opus":0.060596580937388386,"score_gpt":0.25451153980642505,"score_spread":0.19391495886903665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389506441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990732,0.00006602775,0.00023801565,0.008219904,0.00043714407,0.0001291051,0.000003929987,0.000014821987,0.00015904686],"genre_scores_gemma":[0.9980078,0.0001747753,0.000105320614,0.00077107165,0.00074247486,0.00000804031,0.000015027465,0.000018623068,0.00015690073],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99876076,0.000018000295,0.00052102905,0.0001762666,0.00021660994,0.00030736177],"domain_scores_gemma":[0.99881536,0.00012694672,0.00078565977,0.00012441778,0.00012954231,0.000018085053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011545583,0.00019004752,0.00036365274,0.00036855336,0.00021546669,0.00050846173,0.00030323723,0.000072534545,0.0000149766165],"category_scores_gemma":[0.00008886208,0.00014172395,0.00006160918,0.00068729004,0.00007048572,0.0008555925,0.00009131884,0.00019023141,0.000046843976],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005430679,0.000043541557,0.9621113,0.00019524062,0.00010015962,0.00017562279,0.00093748246,0.0028616588,0.0000086628725,0.0111821955,0.007856811,0.014473006],"study_design_scores_gemma":[0.00078052364,0.0000043363116,0.84139293,0.00014199968,0.000028891556,0.0000071078225,0.0006707434,0.00015953006,0.0000012395104,0.0016464181,0.15498973,0.00017653046],"about_ca_topic_score_codex":0.00028065743,"about_ca_topic_score_gemma":0.000043420026,"teacher_disagreement_score":0.14713292,"about_ca_system_score_codex":0.00015183842,"about_ca_system_score_gemma":0.00019703036,"threshold_uncertainty_score":0.57793355},"labels":[],"label_agreement":null},{"id":"W4410049854","doi":"10.1108/jbsed-07-2023-0056","title":"Toward increasing financial inclusion and sustainability of indigenous microenterprises in Africa in the presence of financial literacy","year":2025,"lang":"en","type":"article","venue":"Journal of Business and Socio-economic Development","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; Western University","funders":"","keywords":"Financial literacy; Financial inclusion; Indigenous; Sustainability; Inclusion (mineral); Business; Finance; Literacy; Economic growth; Financial services; Economics; Sociology; Social science; Ecology","score_opus":0.013979945561052148,"score_gpt":0.23472764417507438,"score_spread":0.22074769861402224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410049854","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99012697,0.0073399753,0.0012196035,0.00066762423,0.00022033686,0.00024852637,0.000017441713,0.0000012599,0.00015824068],"genre_scores_gemma":[0.99683726,0.0023041011,0.000698574,0.00009043728,0.000032512307,0.0000066441157,0.0000018169201,0.0000058058686,0.000022865279],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99787825,0.00005528998,0.0015548154,0.00022012877,0.000050456165,0.00024106703],"domain_scores_gemma":[0.9986001,0.00016941431,0.0009169864,0.00012877282,0.00015812322,0.000026598704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023894734,0.00015496676,0.00070752896,0.00052393775,0.0001705647,0.000033229862,0.00029475993,0.00013585627,0.0000061486858],"category_scores_gemma":[0.00051773875,0.00014118457,0.00006536115,0.00033148768,0.00015340716,0.00032093,0.000495802,0.00020953364,3.8592353e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005382729,0.0004454771,0.8515419,0.0007289239,0.00001864368,0.000028840339,0.08965524,0.00013696584,0.0001368665,0.007419753,0.000117754505,0.049231373],"study_design_scores_gemma":[0.0010064594,0.00005166364,0.96688044,0.00038999013,0.000005190182,0.000011442801,0.0005665659,0.00004086675,0.00013901683,0.02600961,0.0047632437,0.00013553388],"about_ca_topic_score_codex":0.00092557597,"about_ca_topic_score_gemma":0.00010858906,"teacher_disagreement_score":0.11533853,"about_ca_system_score_codex":0.00037503694,"about_ca_system_score_gemma":0.00082997006,"threshold_uncertainty_score":0.575734},"labels":[],"label_agreement":null},{"id":"W4411242348","doi":"10.1108/jbsed-12-2024-0129","title":"Artificial intelligence adoption for pharmaceutical salesforce performance: a case study in Kuwait","year":2025,"lang":"en","type":"article","venue":"Journal of Business and Socio-economic Development","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Business; Knowledge management; Computer science","score_opus":0.10721327146545338,"score_gpt":0.3433874172176941,"score_spread":0.23617414575224072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411242348","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98384166,0.00016140168,0.013539566,0.00077020767,0.0010673894,0.00039909375,0.0000015146587,0.0000108894765,0.00020826887],"genre_scores_gemma":[0.9982611,0.00012969361,0.0007980545,0.00026757384,0.00043202107,0.000026980026,0.000006333433,0.000012442813,0.000065790424],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9984123,0.000008289738,0.0009724201,0.00023458347,0.000118835356,0.0002535613],"domain_scores_gemma":[0.99919677,0.000075656535,0.00036444105,0.000100760626,0.0002433544,0.000019025641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113015,0.0001952086,0.0003687849,0.0005077452,0.00024347338,0.00026201003,0.00021669138,0.0000827124,0.000053936852],"category_scores_gemma":[0.00006148162,0.00017342478,0.00004908278,0.00032767552,0.000075535485,0.0010744259,0.0001443241,0.00017758581,0.000015449039],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005647006,0.00068945164,0.11772424,0.0007000453,0.00013932602,0.00023040194,0.0008925616,0.0015795102,0.000041907006,0.0043668575,0.0005565197,0.8725145],"study_design_scores_gemma":[0.0056190724,0.00023672526,0.64084774,0.002587885,0.0009007154,0.0016940169,0.064931065,0.10765281,0.0010528553,0.012408628,0.15908834,0.0029801503],"about_ca_topic_score_codex":0.00013044784,"about_ca_topic_score_gemma":0.00016651809,"teacher_disagreement_score":0.8695343,"about_ca_system_score_codex":0.0001891467,"about_ca_system_score_gemma":0.00027905026,"threshold_uncertainty_score":0.7072058},"labels":[],"label_agreement":null}]}